{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "L = lambda F, D: 32.45 + 20*np.log10(F) + 20*np.log10(D)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = np.arange(3, 30, 0.1)\n",
    "d = np.arange(0.1, 1000)\n",
    "f, d = np.meshgrid(f, d)\n",
    "l = L(f, d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23ea2556eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = Axes3D(fig)\n",
    "ax.plot_surface(f, d, l, rstride=1, cstride=1, cmap='rainbow', alpha=1)\n",
    "plt.xlabel('f/MHz')\n",
    "plt.ylabel('d/km')\n",
    "ax.set_zlabel('L/dB')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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